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[ROCm]: fix: JAX/TE sharding compatibility and tmem reduction foundations (PR1)#4191

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cj401-amd:cj/tmem-fixes-clean-1-jax-sharding-compat
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[ROCm]: fix: JAX/TE sharding compatibility and tmem reduction foundations (PR1)#4191
cj401-amd wants to merge 5 commits into
AI-Hypercomputer:mainfrom
cj401-amd:cj/tmem-fixes-clean-1-jax-sharding-compat